{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# numpy数组创建习题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 1. 按要求补全代码，创建一个全0一个全1的数组](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#9uKxU7GBRL7PWSt6QiQxBp) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "x0 shape:(2, 5)\n",
      "x0 content:s\n",
      "[[1 1 1 1 1]\n",
      " [1 1 1 1 1]]\n",
      "x1 shape:(5, 2)\n",
      "x1 content:\n",
      "[[0 0]\n",
      " [0 0]\n",
      " [0 0]\n",
      " [0 0]\n",
      " [0 0]]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "x0=np.ones((2,5),dtype=int)\n",
    "x1=np.zeros((5,2),dtype=int)\n",
    "strs = f'''\n",
    "x0 shape:{x0.shape}\n",
    "x0 content:s\n",
    "{x0}\n",
    "x1 shape:{x1.shape}\n",
    "x1 content:\n",
    "{x1}\n",
    "'''\n",
    "print(strs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 2. 构建对角线矩阵并绘制出其对应的图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#3oRvXdVsrXPkTGvRAiYcFs) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x2=np.eye(100)\n",
    "plt.imshow(x2,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 3. 绘制等差数列对应图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#q8mJrLJQ8Qs9obuB4EpctU) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  0   5  10  15  20  25  30  35  40  45  50  55  60  65  70  75  80  85\n",
      "  90  95 100 105 110 115 120 125 130 135 140 145 150 155 160 165 170 175\n",
      " 180 185 190 195 200 205 210 215 220 225 230 235 240 245 250 255]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAAdCAYAAAA3mG+VAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAA1ElEQVR4nO3cOw7CMBQAwRgluf+NzRGwEGCknamt5/yKlYuMOec8AICsx+4LAAD2EgMAECcGACBODABAnBgAgDgxAABxYgAA4sQAAMSdqwvHGEvrruv6yJrKrPN8/Qru+16a9et73LFn4bn+66wdexZmrXyrx7H2vXrfZr3LyQAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFiAADixAAAxC3/gXDO+c3rAAA2cTIAAHFiAADixAAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFP5IIKNza7zIcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x3=np.arange(0,256,5)\n",
    "print(x3)\n",
    "plt.imshow([x3],cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 4. 绘制两种随机量对应的折线图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#sbEzwddvqqELZExFom79p2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "x4=np.random.randint(0,51,size=100)\n",
    "x5=np.random.randn(100) \n",
    "x6=np.random.rand(100)\n",
    "plt.plot(x5,label='Line 1')\n",
    "plt.plot(x6,label='Line 2')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 5. 绘制随机噪点图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#biU9r2mwmG77qYsHs1MUeE) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x7=np.random.randint(0,256,size=(100,100))\n",
    "plt.imshow(x7,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 6. 给局部狗图添加噪音](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#gQZCXSkJ2SkxYtC8zuEeom) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "img=cv2.imread('dog.jpg',cv2.IMREAD_GRAYSCALE)\n",
    "img=img[500:1100,100:600]\n",
    "h,w=img.shape\n",
    "noise=np.random.randn(h,w) *20\n",
    "noise_img=img+noise \n",
    "plt.imshow(noise_img,cmap='gray')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
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